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Optimization

14,969 papers

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Papers

Fast and Faster Convergence of SGD for Over-Parameterized Models and an Accelerated Perceptron AISTATS 2019
Model Consistency for Learning with Mirror-Stratifiable Regularizers AISTATS 2019
Feature subset selection for the multinomial logit model via mixed-integer optimization AISTATS 2019
Fast Gaussian process based gradient matching for parameter identification in systems of nonlinear ODEs AISTATS 2019
A Continuous-Time View of Early Stopping for Least Squares Regression AISTATS 2019
Stochastic Gradient Descent with Exponential Convergence Rates of Expected Classification Errors AISTATS 2019
Active Probabilistic Inference on Matrices for Pre-Conditioning in Stochastic Optimization AISTATS 2019
Projection Free Online Learning over Smooth Sets AISTATS 2019
Nonconvex Matrix Factorization from Rank-One Measurements AISTATS 2019
Fast and Robust Shortest Paths on Manifolds Learned from Data AISTATS 2019
Learning One-hidden-layer ReLU Networks via Gradient Descent AISTATS 2019
Stochastic algorithms with descent guarantees for ICA AISTATS 2019
Sample Complexity of Sinkhorn Divergences AISTATS 2019
Direct Acceleration of SAGA using Sampled Negative Momentum AISTATS 2019
Truncated Back-propagation for Bilevel Optimization AISTATS 2019
Empirical Risk Minimization and Stochastic Gradient Descent for Relational Data AISTATS 2019
Negative Momentum for Improved Game Dynamics AISTATS 2019
Data-dependent compression of random features for large-scale kernel approximation AISTATS 2019
Unsupervised Alignment of Embeddings with Wasserstein Procrustes AISTATS 2019
Sequential Patient Recruitment and Allocation for Adaptive Clinical Trials AISTATS 2019
Probabilistic Forecasting with Spline Quantile Function RNNs AISTATS 2019
Exponential Weights on the Hypercube in Polynomial Time AISTATS 2019
Designing Optimal Binary Rating Systems AISTATS 2019
Learning One-hidden-layer Neural Networks under General Input Distributions AISTATS 2019
Renyi Differentially Private ERM for Smooth Objectives AISTATS 2019